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   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/filipe/.virtualenvs/iris/lib/python2.7/site-packages/folium/__init__.py\n",
      "0.2.0\n"
     ]
    }
   ],
   "source": [
    "import folium\n",
    "\n",
    "print(folium.__file__)\n",
    "print(folium.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.feature as cfeature\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "\n",
    "LAND = cfeature.NaturalEarthFeature('physical', 'land', '50m',\n",
    "                                    edgecolor='face',\n",
    "                                    facecolor=cfeature.COLORS['land'])\n",
    "\n",
    "def make_map(bbox, projection=ccrs.Mercator()):\n",
    "    fig, ax = plt.subplots(figsize=(8, 6),\n",
    "                           subplot_kw=dict(projection=projection))\n",
    "    ax.set_extent(bbox)\n",
    "    ax.add_feature(LAND, facecolor='0.25')\n",
    "    ax.coastlines(resolution='50m')\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/filipe/.virtualenvs/iris/lib/python2.7/site-packages/matplotlib/artist.py:221: MatplotlibDeprecationWarning: This has been deprecated in mpl 1.5, please use the\n",
      "axes property.  A removal date has not been set.\n",
      "  warnings.warn(_get_axes_msg, mplDeprecation, stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "import numpy.ma as ma\n",
    "from scipy.io import loadmat\n",
    "from oceans.colormaps import cm\n",
    "\n",
    "merc = loadmat('./data/mercator_temperature.mat', squeeze_me=True)\n",
    "\n",
    "x, y = merc['x'], merc['y']\n",
    "bbox = [x.min(), x.max(), y.min(), y.max()]\n",
    "\n",
    "level = 10  # 10 meters temperature.\n",
    "data = ma.masked_invalid(merc['temp'][level, ...])\n",
    "\n",
    "fig, ax = make_map(bbox=bbox)\n",
    "cs = ax.pcolormesh(x, y, data, cmap=cm.avhrr, transform=ccrs.PlateCarree())\n",
    "fig.savefig('GS.png', transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from PIL import Image, ImageChops\n",
    "\n",
    "\n",
    "def trim(img):\n",
    "    border = Image.new(img.mode, img.size, img.getpixel((0, 0)))\n",
    "    diff = ImageChops.difference(img, border)\n",
    "    diff = ImageChops.add(diff, diff, 2.0, -100)\n",
    "    bbox = diff.getbbox()\n",
    "    if bbox:\n",
    "        img = img.crop(bbox)\n",
    "    return np.array(img)\n",
    "\n",
    "img = Image.open(\"GS.png\")\n",
    "img = trim(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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',
                    [[31.028392791748047, -78.0], [41.978797912597656, -61.0]],
                    {"opacity": 0.5}
                    ).addTo(map_0320fed2e93048f39b0ae2d3cfffda9c);
            
        
        
        </script>
        \" style=\"position:absolute;width:100%;height:100%;left:0;top:0;\"></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f1d2e553a10>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from folium import plugins\n",
    "\n",
    "\n",
    "mapa = folium.Map(location=[y.mean(), x.mean()], zoom_start=5)\n",
    "\n",
    "plugins.ImageOverlay(img,\n",
    "                     [[y.min(), x.min()], [y.max(), x.max()]],\n",
    "                     opacity=0.5).add_to(mapa)\n",
    "\n",
    "mapa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bypass the figure creation entirely:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def colorize(array, cmap='rainbow'):\n",
    "    normed_data = (array - array.min()) / (array.max() - array.min())\n",
    "    cm = plt.cm.get_cmap(cmap)\n",
    "    return cm(normed_data)\n",
    "\n",
    "colored_data = colorize(data, cmap='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;base64,
        <!DOCTYPE html>
        <head>
            
        
            <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js"></script>
        
        
        
            
        
            <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
        
        
        
            
        
            <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
        
        
        
            
        
            <script src="https://rawgithub.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js"></script>
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://rawgit.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://raw.githubusercontent.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
        
        
        
            
            <style>

            html, body {
                width: 100%;
                height: 100%;
                margin: 0;
                padding: 0;
                }

            #map {
                position:absolute;
                top:0;
                bottom:0;
                right:0;
                left:0;
                }
            </style>
            
        
            
            <style> #map_e9938f4b5ca5402fa051aad885a89207 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
        
        
        </head>
        <body>
            
        
            
            <div class="folium-map" id="map_e9938f4b5ca5402fa051aad885a89207" ></div>
        
        
        
        </body>
        <script>
            
        
            

            var southWest = L.latLng(-90, -180);
            var northEast = L.latLng(90, 180);
            var bounds = L.latLngBounds(southWest, northEast);

            var map_e9938f4b5ca5402fa051aad885a89207 = L.map('map_e9938f4b5ca5402fa051aad885a89207', {
                                           center:[36.6316521656,-69.5000006666],
                                           zoom: 5,
                                           maxBounds: bounds,
                                           layers: [],
                                           crs: L.CRS.EPSG3857
                                         });
            
        
        
            
            var tile_layer_356050047a1d423898e3ca30c784c58c = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
                    maxZoom: 18,
                    minZoom: 1,
                    attribution: 'Data by <a href="http://openstreetmap.org">OpenStreetMap</a>, under <a href="http://www.openstreetmap.org/copyright">ODbL</a>.',
                    detectRetina: false
                    }
                ).addTo(map_e9938f4b5ca5402fa051aad885a89207);

        
        
            
                var image_overlay_c0984448807e46d0aceab36e2076f499 = L.imageOverlay(
                    'data:image/png;base64,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',
                    [[31.028392791748047, -78.0], [41.978797912597656, -61.0]],
                    {"opacity": 0.5}
                    ).addTo(map_e9938f4b5ca5402fa051aad885a89207);
            
        
        
        </script>
        \" style=\"position:absolute;width:100%;height:100%;left:0;top:0;\"></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f1d2e553d50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapa = folium.Map(location=[y.mean(), x.mean()], zoom_start=5)\n",
    "\n",
    "plugins.ImageOverlay(np.flipud(colored_data),\n",
    "                     [[y.min(), x.min()], [y.max(), x.max()]],\n",
    "                     opacity=0.5).add_to(mapa)\n",
    "\n",
    "mapa"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Iris (Python 2)",
   "language": "python",
   "name": "iris_python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
